{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n",
      "└ @ Base loading.jl:1273\n",
      "┌ Info: Precompiling PyPlot [d330b81b-6aea-500a-939a-2ce795aea3ee]\n",
      "└ @ Base loading.jl:1273\n",
      "┌ Info: Precompiling Land [27e3c115-2cb8-4114-b7a5-cd9f011f9dcc]\n",
      "└ @ Base loading.jl:1273\n"
     ]
    }
   ],
   "source": [
    "\n",
    "## Use Julia Plots package and switch to plotly js option:\n",
    "using Plots\n",
    "pyplot()\n",
    "\n",
    "#----------------------------------------------------------------------------\n",
    "\n",
    "# First, we include Revise (good for debugging) and Parameters (tools for structures)\n",
    "\n",
    "#using Revise\n",
    "using Parameters\n",
    "#----------------------------------------------------------------------------\n",
    "\n",
    "# Now include the Land modules\n",
    "\n",
    "using Land\n",
    "using Land.CanopyRT\n",
    "#----------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a few wavelengths:\n",
    "wl_blue = 450.0;\n",
    "wl_red = 600.0;\n",
    "wl_FarRed = 740.0;\n",
    "wl_Red = 685.0;\n",
    "ind_wle_blue  = argmin(abs.(wle .-wl_blue));\n",
    "ind_wle_red = argmin(abs.(wle .-wl_red));\n",
    "ind_wlf_FR  = argmin(abs.(wlf .-wl_FarRed));\n",
    "ind_wlf_R  = argmin(abs.(wlf .-wl_Red));\n",
    "ind_red = argmin(abs.(wl .-wl_Red));\n",
    "ind_NIR = argmin(abs.(wl .-800));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "const color_class = [collect(FT(1):FT(1):20)]\n",
    "\n",
    "const dry_bnd = FT[[0.36,0.34,0.32,0.31,0.30,0.29,0.28,0.27,0.26,0.25,0.24,0.23,0.22,0.20,0.18,0.16,0.14,0.12,0.10,0.08] [0.61,0.57,0.53,0.51,0.49,0.48,0.45,0.43,0.41,0.39,0.37,0.35,0.33,0.31,0.29,0.27,0.25,0.23,0.21,0.16]];\n",
    "\n",
    "const sat_bnd = FT[[0.25,0.23,0.21,0.20,0.19,0.18,0.17,0.16,0.15,0.14,0.13,0.12,0.11,0.10,0.09,0.08,0.07,0.06,0.05,0.04] [0.50,0.46,0.42,0.40,0.38,0.36,0.34,0.32,0.30,0.28,0.26,0.24,0.22,0.20,0.18,0.16,0.14,0.12,0.10,0.08]];\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(color_class, dry_bnd, label=[\"Dry PAR\" \"Dry NIR\"])\n",
    "plot!(color_class, sat_bnd, label=[\"Sat PAR\" \"Sat NIR\"])\n",
    "ylabel!(\"Soil albedo\")\n",
    "xlabel!(\"Color Class\")\n",
    "plot!(xlims = (0.0,21.), ylims = (-0.05, 1.0), xticks = 1:5:21., yticks = 0:0.2:1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "function soil_albedo(color_class, soil_moisture)\n",
    "    \n",
    "  #soil moisture = the volumetric water content of the first soil layer theta1 mm3.mm-3;\n",
    "\n",
    "  delta = 0.11 - 0.40*soil_moisture;\n",
    "\n",
    "  delta = max(delta,0.0);\n",
    "    \n",
    "  CanopyRT.soil.albedo_SW[1:30] .= max(dry_bnd[color_class,1],sat_bnd[color_class,1]+delta);\n",
    "  CanopyRT.soil.albedo_SW[31:114] .= max(dry_bnd[color_class,2],sat_bnd[color_class,2]+delta); \n",
    "    \n",
    "  return CanopyRT.soil.albedo_SW\n",
    "    \n",
    "end;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "plot(wl,soil_albedo(1,0.01),label=\"Color_class = 1\")\n",
    "plot!(wl,soil_albedo(5,0.01),label=\"Color_class = 5\")\n",
    "plot!(wl,soil_albedo(10,0.01),label=\"Color_class = 10\")\n",
    "plot!(wl,soil_albedo(15,0.01),label=\"Color_class = 15\")\n",
    "plot!(wl,soil_albedo(20,0.01),label=\"Color_class = 20\")\n",
    "\n",
    "ylabel!(\"Soil albedo\")\n",
    "xlabel!(\"wl (nm)\")\n",
    "\n",
    "plot!(xlims = (400.0,2401.), ylims = (-0.05, 1.0), xticks = 0:250:2401., yticks = 0:0.2:1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "soil_albedo_var_1 = []\n",
    "soil_albedo_var_5 = []\n",
    "soil_albedo_var_10 = []\n",
    "soil_albedo_var_15 = []\n",
    "soil_albedo_var_20 = []\n",
    "\n",
    "  for soil_moisture=0.0:0.01:1.0\n",
    "    push!(soil_albedo_var_1, soil_albedo(1,soil_moisture)[28])\n",
    "    push!(soil_albedo_var_5, soil_albedo(5,soil_moisture)[28])\n",
    "    push!(soil_albedo_var_10, soil_albedo(10,soil_moisture)[28])\n",
    "    push!(soil_albedo_var_15, soil_albedo(15,soil_moisture)[28])\n",
    "    push!(soil_albedo_var_20, soil_albedo(20,soil_moisture)[28])\n",
    "  end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soil_moisture=0.0:0.01:1.0\n",
    "plot(soil_moisture,soil_albedo_var_1,label=\"Color_class = 1\")\n",
    "plot!(soil_moisture,soil_albedo_var_5,label=\"Color_class = 5\")\n",
    "plot!(soil_moisture,soil_albedo_var_10,label=\"Color_class = 10\")\n",
    "plot!(soil_moisture,soil_albedo_var_15,label=\"Color_class = 15\")\n",
    "plot!(soil_moisture,soil_albedo_var_20,label=\"Color_class = 20\")\n",
    "ylabel!(\"Soil albedo\")\n",
    "xlabel!(\"volumetric water content of the first soil layer  (mm3.mm-3)\")\n",
    "title!(\"PAR albedo\")\n",
    "\n",
    "plot!(xlims = (0.0,1.0), ylims = (-0.05, 1.0), xticks = 0:0.2:1.0, yticks = 0:0.2:1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "soil_albedo_var_1 = []\n",
    "soil_albedo_var_5 = []\n",
    "soil_albedo_var_10 = []\n",
    "soil_albedo_var_15 = []\n",
    "soil_albedo_var_20 = []\n",
    "\n",
    "  for soil_moisture=0.0:0.01:1.0\n",
    "    push!(soil_albedo_var_1, soil_albedo(1,soil_moisture)[52])\n",
    "    push!(soil_albedo_var_5, soil_albedo(5,soil_moisture)[52])\n",
    "    push!(soil_albedo_var_10, soil_albedo(10,soil_moisture)[52])\n",
    "    push!(soil_albedo_var_15, soil_albedo(15,soil_moisture)[52])\n",
    "    push!(soil_albedo_var_20, soil_albedo(20,soil_moisture)[52])\n",
    "  end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soil_moisture=0.0:0.01:1.0\n",
    "plot(soil_moisture,soil_albedo_var_1,label=\"Color_class = 1\")\n",
    "plot!(soil_moisture,soil_albedo_var_5,label=\"Color_class = 5\")\n",
    "plot!(soil_moisture,soil_albedo_var_10,label=\"Color_class = 10\")\n",
    "plot!(soil_moisture,soil_albedo_var_15,label=\"Color_class = 15\")\n",
    "plot!(soil_moisture,soil_albedo_var_20,label=\"Color_class = 20\")\n",
    "ylabel!(\"Soil albedo\")\n",
    "xlabel!(\"volumetric water content of the first soil layer  (mm3.mm-3)\")\n",
    "title!(\"NIR albedo\")\n",
    "\n",
    "plot!(xlims = (0.0,1.0), ylims = (-0.05, 1.0), xticks = 0:0.2:1.0, yticks = 0:0.2:1.0)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.3.1",
   "language": "julia",
   "name": "julia-1.3"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.3.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
